{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c979f719-a7bd-4392-86f9-f699220b2c93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATEFP20</th>\n",
       "      <th>COUNTYFP20</th>\n",
       "      <th>TRACTCE20</th>\n",
       "      <th>GEOID20</th>\n",
       "      <th>NAME20</th>\n",
       "      <th>NAMELSAD20</th>\n",
       "      <th>MTFCC20</th>\n",
       "      <th>FUNCSTAT20</th>\n",
       "      <th>ALAND20</th>\n",
       "      <th>AWATER20</th>\n",
       "      <th>...</th>\n",
       "      <th>P0050002</th>\n",
       "      <th>P0050003</th>\n",
       "      <th>P0050004</th>\n",
       "      <th>P0050005</th>\n",
       "      <th>P0050006</th>\n",
       "      <th>P0050007</th>\n",
       "      <th>P0050008</th>\n",
       "      <th>P0050009</th>\n",
       "      <th>P0050010</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>36</td>\n",
       "      <td>047</td>\n",
       "      <td>000700</td>\n",
       "      <td>36047000700</td>\n",
       "      <td>7</td>\n",
       "      <td>Census Tract</td>\n",
       "      <td>G5020</td>\n",
       "      <td>S</td>\n",
       "      <td>176774</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>POLYGON ((-74.00154 40.69279, -74.00132 40.693...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>36</td>\n",
       "      <td>047</td>\n",
       "      <td>000900</td>\n",
       "      <td>36047000900</td>\n",
       "      <td>9</td>\n",
       "      <td>Census Tract</td>\n",
       "      <td>G5020</td>\n",
       "      <td>S</td>\n",
       "      <td>163469</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>333</td>\n",
       "      <td>306</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>POLYGON ((-73.99405 40.69090, -73.99374 40.691...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36</td>\n",
       "      <td>047</td>\n",
       "      <td>001100</td>\n",
       "      <td>36047001100</td>\n",
       "      <td>11</td>\n",
       "      <td>Census Tract</td>\n",
       "      <td>G5020</td>\n",
       "      <td>S</td>\n",
       "      <td>168507</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>POLYGON ((-73.99073 40.69305, -73.99045 40.693...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>36</td>\n",
       "      <td>047</td>\n",
       "      <td>001300</td>\n",
       "      <td>36047001300</td>\n",
       "      <td>13</td>\n",
       "      <td>Census Tract</td>\n",
       "      <td>G5020</td>\n",
       "      <td>S</td>\n",
       "      <td>293167</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>419</td>\n",
       "      <td>398</td>\n",
       "      <td>0</td>\n",
       "      <td>21</td>\n",
       "      <td>POLYGON ((-73.99141 40.69863, -73.99131 40.699...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36</td>\n",
       "      <td>047</td>\n",
       "      <td>002000</td>\n",
       "      <td>36047002000</td>\n",
       "      <td>20</td>\n",
       "      <td>Census Tract</td>\n",
       "      <td>G5020</td>\n",
       "      <td>S</td>\n",
       "      <td>154138</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>134</td>\n",
       "      <td>POLYGON ((-74.01867 40.64741, -74.01809 40.647...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 345 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  STATEFP20 COUNTYFP20 TRACTCE20      GEOID20 NAME20    NAMELSAD20 MTFCC20  \\\n",
       "0        36        047    000700  36047000700      7  Census Tract   G5020   \n",
       "1        36        047    000900  36047000900      9  Census Tract   G5020   \n",
       "2        36        047    001100  36047001100     11  Census Tract   G5020   \n",
       "3        36        047    001300  36047001300     13  Census Tract   G5020   \n",
       "4        36        047    002000  36047002000     20  Census Tract   G5020   \n",
       "\n",
       "  FUNCSTAT20  ALAND20  AWATER20  ... P0050002 P0050003 P0050004 P0050005  \\\n",
       "0          S   176774         0  ...        0        0        0        0   \n",
       "1          S   163469         0  ...        0        0        0        0   \n",
       "2          S   168507         0  ...        0        0        0        0   \n",
       "3          S   293167         0  ...        0        0        0        0   \n",
       "4          S   154138         0  ...        0        0        0        0   \n",
       "\n",
       "  P0050006 P0050007 P0050008 P0050009 P0050010  \\\n",
       "0        0       58       49        0        9   \n",
       "1        0      333      306        0       27   \n",
       "2        0       23        0        0       23   \n",
       "3        0      419      398        0       21   \n",
       "4        0      134        0        0      134   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((-74.00154 40.69279, -74.00132 40.693...  \n",
       "1  POLYGON ((-73.99405 40.69090, -73.99374 40.691...  \n",
       "2  POLYGON ((-73.99073 40.69305, -73.99045 40.693...  \n",
       "3  POLYGON ((-73.99141 40.69863, -73.99131 40.699...  \n",
       "4  POLYGON ((-74.01867 40.64741, -74.01809 40.647...  \n",
       "\n",
       "[5 rows x 345 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this is for working with census tracts and VTD precincts\n",
    "from shapely.geometry import Point, LineString, Polygon\n",
    "import shapely\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from numpy import random\n",
    "from scipy.stats import norm\n",
    "import math\n",
    "tractPopFile = gpd.read_file(\"state_map_files/ny_pl2020_t.dbf\") #for Texas, need only this file\n",
    "tractPopFile.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "cd938fd1-bf94-4c8a-bb4b-2b902e65e6a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#handy function for plotting Polygon or multiPolygon tracts and precincts\n",
    "def plotPoly(inputPoly):\n",
    "    simplePoly = Polygon([(0,0),(0,1),(1,1)])\n",
    "    if inputPoly.type == simplePoly.type:\n",
    "        x,y = inputPoly.exterior.xy\n",
    "        plt.plot(x,y)\n",
    "    else:\n",
    "        for geom in inputPoly.geoms:\n",
    "            x,y = geom.exterior.xy\n",
    "            plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a7a90b04-4b48-4ab8-9195-8d953907c3fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "there are 5411 popn tracts for NY\n"
     ]
    }
   ],
   "source": [
    "# EXTRACT TRACT GEOMETRIES AND POPULATIONS INTO LISTS, COMPUTE TRACT AREAS\n",
    "# If the population and geometry data are in one file, this should work.\n",
    "STATE = \"NY\"\n",
    "tractGeom = tractPopFile['geometry']  #for some states, replace with tractGeomFile\n",
    "tractPop = tractPopFile['P0010001']\n",
    "tractVAP = tractPopFile['P0030001']   #NEW 3/2/22 - USE VAP\n",
    "# tractPop2 = tractPopFile['P0020001']   #not needed; confirmed that this matches P00100001 exactly\n",
    "tractHisp = tractPopFile['P0040002']   #NEW 3/2/22 - USE VAP\n",
    "tractBlack = tractPopFile['P0030004']  #NEW 3/2/22 - USE VAP\n",
    "nTracts = len(tractPop)\n",
    "print(\"there are {0} popn tracts for {1}\".format(nTracts, STATE) )\n",
    "tractArea = [0.]*nTracts\n",
    "for t in range (0,nTracts) :\n",
    "    tractArea[t] = tractGeom[t].area\n",
    "isSkippedTract = [0] *nTracts  #this will house a temporary list of tracts for manipulation\n",
    "tractPop = tractPop.to_numpy()  #to avoid panda overwrite grousing\n",
    "tractBlack= tractBlack.to_numpy()\n",
    "tractHisp = tractHisp.to_numpy()\n",
    "tractVAP = tractVAP.to_numpy()\n",
    "stateVAP = np.sum(tractVAP)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5e8f8f92-a336-43e5-8ac5-20c657cb5857",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "looking for nonPolygons in census tract data\n",
      "668 2117 0.017599203489999885 nonPolygon tract no, pop, area\n",
      "1.772029100001415e-05\n",
      "0.01758148319899987\n",
      "1655 2382 0.007483559311000001 nonPolygon tract no, pop, area\n",
      "0.005469334573999986\n",
      "8.5032115000003e-06\n",
      "3.12293099999656e-06\n",
      "0.0008542772130000359\n",
      "3.4989656999994264e-05\n",
      "3.922327800000866e-05\n",
      "0.0010741084464999792\n",
      "1656 1633 0.013914949535000085 nonPolygon tract no, pop, area\n",
      "0.0007168596070000174\n",
      "1.0955643999991814e-05\n",
      "0.00018290268900003233\n",
      "0.01227629610750006\n",
      "0.0007279354874999836\n",
      "1658 2351 0.0184604741209998 nonPolygon tract no, pop, area\n",
      "9.311173349998023e-05\n",
      "0.018367362387499822\n",
      "1898 1675 0.0003607014640000017 nonPolygon tract no, pop, area\n",
      "1.8426150000023423e-07\n",
      "0.0003605172025000015\n",
      "2678 0 8.138234999995787e-06 nonPolygon tract no, pop, area\n",
      "2.019172000000323e-06\n",
      "6.119062999995463e-06\n",
      "2860 2476 0.013573784286500107 nonPolygon tract no, pop, area\n",
      "0.005434501027000043\n",
      "0.008139283259500063\n",
      "3032 2947 0.0006053421529999931 nonPolygon tract no, pop, area\n",
      "8.725684600001756e-05\n",
      "0.0005180853069999756\n",
      "3501 3985 0.014661514379499889 nonPolygon tract no, pop, area\n",
      "1.140133199998478e-05\n",
      "0.014650113047499904\n",
      "4949 498 0.0017131703064997526 nonPolygon tract no, pop, area\n",
      "0.0006981804384998428\n",
      "0.0010149898679999098\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"looking for nonPolygons in census tract data\")\n",
    "notPoly = [0]*nTracts\n",
    "for m in range(nTracts):\n",
    "    if type(tractGeom[m]) != type(tractGeom[1]):  #assuming tract 1 is a single polygon\n",
    "        notPoly[m] = 1\n",
    "        print(m,tractPop[m], tractArea[m], \"nonPolygon tract no, pop, area\")\n",
    "        x = tractGeom[m].centroid.x\n",
    "        y = tractGeom[m].centroid.y\n",
    "        if y < 999 :  #let's zoom in on these\n",
    "            for geom in tractGeom[m].geoms :\n",
    "                xg,yg = geom.exterior.xy\n",
    "                print(geom.area)\n",
    "                plt.plot(xg,yg)\n",
    "            plt.text(x+0.0,y+0.01,m,fontsize=9)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "69edb6b2-7b88-43ca-8017-ff4d271ce3e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#For NY, we'll convex-hull these scattered minor areas\n",
    "convexList = [1656, 1658, 1655, 668, 4949, 3032, 1898, 3501, 2860, 2678]\n",
    "for c in range(len(convexList)):\n",
    "    m = convexList[c]\n",
    "    plotPoly(tractGeom[m])\n",
    "    tractGeom[m] = tractGeom[m].convex_hull\n",
    "    plotPoly(tractGeom[m])\n",
    "    x = tractGeom[m].centroid.x\n",
    "    y = tractGeom[m].centroid.y\n",
    "    plt.text(x+0.03,y+0.03,m,fontsize=9)\n",
    "    notPoly[m] = 0\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ea498c6a-d054-409e-92fb-cda921e2911f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#prep for geography triage\n",
    "isSkippedTract = [0]*nTracts\n",
    "# Flag these bigger few coastal tracts\n",
    "oceanTracts = [1243,1319,1691,5024,133,2782]\n",
    "for m in oceanTracts:\n",
    "    x = tractGeom[m].centroid.x\n",
    "    y = tractGeom[m].centroid.y\n",
    "    plotPoly(tractGeom[m])\n",
    "    plt.text(x, y,m, fontsize=9)\n",
    "    isSkippedTract[m]=1\n",
    "skippedLakeTracts = [127,732,788,1393,2257,3250,3692,4898,5237]\n",
    "for m in skippedLakeTracts:\n",
    "    x = tractGeom[m].centroid.x\n",
    "    y = tractGeom[m].centroid.y\n",
    "    plotPoly(tractGeom[m])\n",
    "    plt.text(x, y,m, fontsize=9)\n",
    "    isSkippedTract[m]=1\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4604336c-5bca-46b3-ac83-78e1ce28b785",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "eb241d56-c85d-46c9-9e7e-1deb5b86cb5e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downstate Pop =  12429981.0 which is  15.998  districts' worth\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ID tracts that are in DOWNstate NY\n",
    "nDistricts = 26\n",
    "isDownstateTract = [0] * nTracts\n",
    "isDownstatePrecinct = [0] * nPrecincts\n",
    "avgDistrictPop = np.sum(tractPop)/nDistricts\n",
    "#let's visualize north of NYC\n",
    "sumDownstatePop = 0.\n",
    "xCut = -74.\n",
    "yCut = 41.01\n",
    "slope = 0.3\n",
    "pt1 = Point(xCut - 0.5,yCut - 0.5*slope)\n",
    "pt2 = Point(xCut + 0.8, yCut + 0.8*slope)\n",
    "cutLine = LineString([pt1,pt2])\n",
    "x,y = cutLine.xy\n",
    "plt.plot(x,y)\n",
    "for m in range(nTracts):\n",
    "    x = tractGeom[m].centroid.x\n",
    "    y = tractGeom[m].centroid.y\n",
    "    if (y - yCut) < slope * (x - xCut) :\n",
    "        sumDownstatePop += tractPop[m]\n",
    "        isDownstateTract[m] = 1\n",
    "        if (y - yCut ) > -5 + slope * (x - xCut):  #for zooming in on White Plains, change \"5\" to 0.2\n",
    "            plotPoly(tractGeom[m])\n",
    "print(\"downstate Pop = \",sumDownstatePop,\"which is \",round(sumDownstatePop/avgDistrictPop,4),\" districts' worth\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ac461040-0ec3-4da6-90c1-6ec1c5072cfd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "downstate Voters =  4799665.0 which is about 14.6867  districts worth\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#now ID the DOWNstate VTDs\n",
    "sumDownstateVoters = 0.   #not needed, just curious here\n",
    "for p in range(nPrecincts):\n",
    "    x = vtdGeom[p].centroid.x\n",
    "    y = vtdGeom[p].centroid.y\n",
    "    if (y - yCut) < slope * (x - xCut) :\n",
    "        sumDownstateVoters += vtdTrump[p] + vtdBiden[p]\n",
    "        isDownstatePrecinct[p] = 1\n",
    "        if (y - yCut ) > -5 + slope * (x - xCut):  #for zooming in on White Plains, change \"5\" to 0.2\n",
    "            plotPoly(vtdGeom[p])\n",
    "print(\"downstate Voters = \",sumDownstateVoters,\"which is about\",round(nDistricts*sumDownstateVoters/\n",
    "      (np.sum(vtdTrump)+np.sum(vtdBiden)), 4),\" districts worth\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "faa842d7-ba32-41f4-8218-865b15427ff6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[38, 68, 133, 561, 634, 712, 777, 846, 861, 875, 950, 1191, 1242, 1243, 1269, 1319, 1410, 1411, 1417, 1419, 1429, 1431, 1481, 1529, 1561, 1580, 1691, 1705, 1729, 1730, 1961, 2025, 2027, 2259, 2280, 2317, 2319, 2338, 2383, 2409, 2439, 2441, 2444, 2470, 2471, 2495, 2508, 2678, 2681, 2782, 3089, 3108, 3142, 3273, 3288, 3290, 3292, 3294, 3296, 3297, 3302, 3303, 3304, 3305, 3308, 3309, 3312, 3325, 3417, 3448, 3459, 3515, 3546, 3550, 3554, 3556, 3573, 3603, 3646, 3680, 3713, 3821, 3822, 3826, 3977, 3994, 4101, 4165, 4173, 4174, 4232, 4492, 4624, 4706, 4768, 4781, 5024, 5281, 5301, 5307, 5352, 5369, 5396]\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# For potential later issues, identify and flag coastal low-population tracts.\n",
    "lakeTracts = [-99999]\n",
    "minTractPop = 50\n",
    "for m in range(nTracts):\n",
    "    if isDownstateTract[m] == 1 and tractPop[m] < minTractPop:\n",
    "        x = tractGeom[m].centroid.x\n",
    "        y = tractGeom[m].centroid.y\n",
    "        x2,y2 = tractGeom[m].exterior.xy  #turn these two on to show state map\n",
    "        plt.plot(x2,y2,c=\"purple\")\n",
    "        if tractGeom[m].area > 0.003:  #only show tract numbers for larger coastal tracts\n",
    "            plt.text(x, y-0.05,m, fontsize=9)\n",
    "       \n",
    "        if y< 42 : #only worry about Atlantic ocean tracts\n",
    "            if lakeTracts == [-99999]:\n",
    "                lakeTracts = [m]\n",
    "                # isSkippedTract[m] = 1   #not yet\n",
    "            else:\n",
    "                if m==99999:   #no NYC or LI interior empty tracts\n",
    "                    thisTract = \"interior\"\n",
    "                else:\n",
    "                    lakeTracts.append(m)\n",
    "                    # isSkippedTract[m] = 1   #notyet\n",
    "\n",
    "print(lakeTracts)  # assigned as skipped tracts as well\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "06852664-90ce-4851-a459-246f97ee245c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Flag these bigger few coastal tracts\n",
    "oceanTracts = [1243,1319,1691,5024,133,2782]\n",
    "for m in oceanTracts:\n",
    "    x = tractGeom[m].centroid.x\n",
    "    y = tractGeom[m].centroid.y\n",
    "    plotPoly(tractGeom[m])\n",
    "    plt.text(x, y,m, fontsize=9)\n",
    "    isSkippedTract[m]=1\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "df63628e-0ef6-45db-9ab8-e90844f95c02",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#zoom in on NE Long Island\n",
    "pt1 = Point(-72.3,40.8)\n",
    "pt2 = Point(-71.75,40.9)\n",
    "pt3 = Point(-71.9,41.3)\n",
    "pt4 = Point(-72.45,41.2)\n",
    "cutLine = LineString([pt2,pt3])\n",
    "clipPoly = Polygon([pt1,pt2,pt3,pt4])\n",
    "plotPoly(clipPoly)\n",
    "for m in range(nTracts):\n",
    "    if isDownstateTract[m] == 1 and tractPop[m] > 1: #minTractPop:\n",
    "        x = tractGeom[m].centroid.x\n",
    "        y = tractGeom[m].centroid.y\n",
    "        if tractGeom[m].distance(clipPoly) < 0.1:\n",
    "            plotPoly(tractGeom[m])\n",
    "            plt.text(x,y,m,fontsize=6)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5ed3aeb1-bd4e-4282-83d1-6af29983db59",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "working on tract 0\n",
      "working on tract 100\n",
      "working on tract 200\n",
      "working on tract 300\n",
      "working on tract 400\n",
      "working on tract 500\n",
      "working on tract 600\n",
      "working on tract 700\n",
      "working on tract 800\n",
      "working on tract 900\n",
      "working on tract 1000\n",
      "working on tract 1100\n",
      "working on tract 1200\n",
      "working on tract 1300\n",
      "working on tract 1400\n",
      "working on tract 1500\n",
      "working on tract 1600\n",
      "working on tract 1700\n",
      "working on tract 1800\n",
      "working on tract 1900\n",
      "working on tract 2000\n",
      "working on tract 2100\n",
      "working on tract 2200\n",
      "working on tract 2300\n",
      "working on tract 2400\n",
      "working on tract 2500\n",
      "working on tract 2600\n",
      "working on tract 2700\n",
      "working on tract 2800\n",
      "working on tract 2900\n",
      "working on tract 3000\n",
      "working on tract 3100\n",
      "working on tract 3200\n",
      "working on tract 3300\n",
      "working on tract 3400\n",
      "working on tract 3500\n",
      "working on tract 3600\n",
      "working on tract 3700\n",
      "working on tract 3800\n",
      "working on tract 3900\n",
      "working on tract 4000\n",
      "working on tract 4100\n",
      "working on tract 4200\n",
      "working on tract 4300\n",
      "working on tract 4400\n",
      "working on tract 4500\n",
      "working on tract 4600\n",
      "working on tract 4700\n",
      "working on tract 4800\n",
      "working on tract 4900\n",
      "working on tract 5000\n",
      "working on tract 5100\n",
      "working on tract 5200\n",
      "working on tract 5300\n",
      "working on tract 5400\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Now, build the downstate NY map\n",
    "#build the initial (uncut) state map out of the TRACTS, excluding the clipPoly and lakeshore tracts\n",
    "tractMAP = tractGeom[0]\n",
    "for t in range(nTracts):\n",
    "    if t%100 == 0:\n",
    "        print(\"working on tract\",t)\n",
    "    if isSkippedTract[t] == 0 :\n",
    "        tractMAP = tractMAP.union(tractGeom[t])\n",
    "plotPoly(tractMAP)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "62455ae4-5a1f-430a-98bb-c82ee3d86568",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "I will now plot the state map with the cut lines\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"I will now plot the state map with the cut lines\")\n",
    "\n",
    "plotPoly(tractMAP)\n",
    "\n",
    "pt1 = Point(-76.6,43.7)\n",
    "pt2 = Point(-76.15,43.7)\n",
    "pt3 = Point(-75.9,44.4)\n",
    "pt4 = Point(-76.6,44.4)\n",
    "WatertownCutLine = LineString([pt2,pt3])\n",
    "WatertownClipPoly = Polygon([pt1,pt2,pt3,pt4])\n",
    "\n",
    "xCut = -74.\n",
    "yCut = 41.01\n",
    "slope = 0.3\n",
    "pt1 = Point(xCut - 0.5,yCut - 0.5*slope)\n",
    "pt2 = Point(xCut + 0.8, yCut + 0.8*slope)\n",
    "WhitePlainsCutLine = LineString([pt1,pt2])\n",
    "\n",
    "pt1 = Point(-72.3,40.8)\n",
    "pt2 = Point(-71.75,40.9)\n",
    "pt3 = Point(-71.9,41.3)\n",
    "pt4 = Point(-72.45,41.2)\n",
    "LongIslandCutLine = LineString([pt1,pt4])\n",
    "\n",
    "cutLines = [WatertownCutLine, WhitePlainsCutLine, LongIslandCutLine]\n",
    "for cutLine in cutLines:\n",
    "    x,y = cutLine.xy\n",
    "    plt.plot(x,y)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
